He’d envisioned a relaxed, low-key celebration at his favorite brewery. His friends, good beer, and lively conversation. Then, the flyer. *“A Rave for Ryan's Birthday - Come Dance!”* Same date. His mind struggled to process this. He felt a cold prickling sensation on his skin.

He sat down heavily on the edge of his bed, the flyer crumpled in his hand. He hadn't even considered the possibility. He found himself speechless, mouth slightly agape.

“Seriously?” he questioned to himself, the incredulity evident in his tone.

Emotion: astonished

Cluster: Surprise / Confusion
PC1 (Valence): -0.84 Negative
PC2 (Disposition): -0.24

Role in Research

This story is one of 1,000 stories generated for the emotion astonished. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 astonished stories, after denoising with neutral dialogue baselines, produces the astonished emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the astonished vector is projected through the unembedding matrix.

Promoted:
que0.448
de0.350
la0.323
l0.307
incred0.266
Suppressed:
own-0.289
cheerfully-0.231
enjoyed-0.224
开心-0.221
ี่ยว-0.219